OUCRU - 13dx_data_tidy

Dataset statistics

Number of variables	86
Number of observations	49102
Missing cells	2680692
Missing cells (%)	63.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	31.2 MiB
Average record size in memory	667.0 B

Variable types

Categorical	14
DateTime	1
Boolean	43
Numeric	28

Warnings

`study_no` has a high cardinality: 8108 distinct values	High cardinality
`icd_code` has a high cardinality: 124 distinct values	High cardinality
`age` is highly correlated with `height`	High correlation
`dbp` is highly correlated with `sbp`	High correlation
`gcs_eye_movement` is highly correlated with `gcs_verbal_response`	High correlation
`gcs_motor_response` is highly correlated with `gcs_verbal_response` and 1 other fields	High correlation
`gcs_verbal_response` is highly correlated with `gcs_eye_movement` and 1 other fields	High correlation
`haematocrit_percent` is highly correlated with `gcs_motor_response`	High correlation
`height` is highly correlated with `age`	High correlation
`lymphocytes_percent` is highly correlated with `neutrophils_percent`	High correlation
`neutrophils` is highly correlated with `wbc`	High correlation
`neutrophils_percent` is highly correlated with `lymphocytes_percent`	High correlation
`sbp` is highly correlated with `dbp`	High correlation
`wbc` is highly correlated with `neutrophils`	High correlation
`day_from_enrolment` is highly correlated with `day_from_onset`	High correlation
`day_from_onset` is highly correlated with `day_from_enrolment`	High correlation
`abdominal_tenderness` has 41002 (83.5%) missing values	Missing
`agitated` has 49096 (> 99.9%) missing values	Missing
`albumin` has 41020 (83.5%) missing values	Missing
`alt` has 41020 (83.5%) missing values	Missing
`ascites` has 38935 (79.3%) missing values	Missing
`ast` has 41020 (83.5%) missing values	Missing
`bleeding` has 20543 (41.8%) missing values	Missing
`bleeding_gi` has 48919 (99.6%) missing values	Missing
`bleeding_gum` has 48919 (99.6%) missing values	Missing
`bleeding_nose` has 48919 (99.6%) missing values	Missing
`bleeding_urine` has 48919 (99.6%) missing values	Missing
`bleeding_vensite` has 48919 (99.6%) missing values	Missing
`body_temperature` has 17515 (35.7%) missing values	Missing
`breath` has 21567 (43.9%) missing values	Missing
`care_type` has 47536 (96.8%) missing values	Missing
`cns_abnormal` has 49096 (> 99.9%) missing values	Missing
`cns_abnormal_signs` has 49097 (> 99.9%) missing values	Missing
`compression` has 47536 (96.8%) missing values	Missing
`conjunctival_injection` has 41002 (83.5%) missing values	Missing
`creatine_kinase` has 41020 (83.5%) missing values	Missing
`cryoprecipitate` has 47536 (96.8%) missing values	Missing
`crystalloid` has 47536 (96.8%) missing values	Missing
`dbp` has 48992 (99.8%) missing values	Missing
`dehydration` has 47536 (96.8%) missing values	Missing
`ffp` has 47536 (96.8%) missing values	Missing
`gum_packing` has 47536 (96.8%) missing values	Missing
`haematocrit_high` has 47536 (96.8%) missing values	Missing
`haematocrit_no` has 47536 (96.8%) missing values	Missing
`haematocrit_percent` has 39443 (80.3%) missing values	Missing
`hepatomegaly` has 41002 (83.5%) missing values	Missing
`icd_code` has 45601 (92.9%) missing values	Missing
`igg` has 45041 (91.7%) missing values	Missing
`igg_interpretation` has 45041 (91.7%) missing values	Missing
`igm` has 45041 (91.7%) missing values	Missing
`igm_interpretation` has 45041 (91.7%) missing values	Missing
`jaundice` has 49000 (99.8%) missing values	Missing
`lethargy` has 21567 (43.9%) missing values	Missing
`liver_acute` has 49087 (> 99.9%) missing values	Missing
`lymphocytes` has 41006 (83.5%) missing values	Missing
`lymphocytes_percent` has 41030 (83.6%) missing values	Missing
`monocytes` has 41006 (83.5%) missing values	Missing
`monocytes_percent` has 41006 (83.5%) missing values	Missing
`movement` has 43502 (88.6%) missing values	Missing
`nasal_packing` has 47536 (96.8%) missing values	Missing
`neutrophils` has 41007 (83.5%) missing values	Missing
`neutrophils_percent` has 41030 (83.6%) missing values	Missing
`ns1_platelia_interpretation` has 43218 (88.0%) missing values	Missing
`ns1_trip_control_interpretation` has 41001 (83.5%) missing values	Missing
`ns1_trip_test_interpretation` has 41001 (83.5%) missing values	Missing
`pcr_dengue_load` has 41003 (83.5%) missing values	Missing
`platelet_no` has 47536 (96.8%) missing values	Missing
`platelets` has 47536 (96.8%) missing values	Missing
`pleural_effusion` has 38935 (79.3%) missing values	Missing
`plt` has 39443 (80.3%) missing values	Missing
`pulse` has 48990 (99.8%) missing values	Missing
`pulse_status` has 48988 (99.8%) missing values	Missing
`rbc` has 47536 (96.8%) missing values	Missing
`restlessness` has 21567 (43.9%) missing values	Missing
`sbp` has 48992 (99.8%) missing values	Missing
`serology_interpretation` has 47062 (95.8%) missing values	Missing
`skin_clammy` has 21567 (43.9%) missing values	Missing
`wbc` has 41006 (83.5%) missing values	Missing
`day_from_admission` has 38802 (79.0%) missing values	Missing
`alt` is highly skewed (γ1 = 58.52623694)	Skewed
`ast` is highly skewed (γ1 = 27.71801641)	Skewed
`monocytes` is highly skewed (γ1 = 88.04653391)	Skewed
`pcr_dengue_load` is highly skewed (γ1 = 41.74880205)	Skewed
`day_from_enrolment` is highly skewed (γ1 = -32.77291566)	Skewed
`day_from_onset` is highly skewed (γ1 = -32.77232447)	Skewed
`study_no` is uniformly distributed	Uniform
`pcr_dengue_load` has 6032 (12.3%) zeros	Zeros
`day_from_enrolment` has 8100 (16.5%) zeros	Zeros
`day_from_admission` has 1594 (3.2%) zeros	Zeros
`day_from_onset` has 8100 (16.5%) zeros	Zeros

Reproduction

Analysis started	2021-02-12 10:45:11.280725
Analysis finished	2021-02-12 10:48:10.252469
Duration	2 minutes and 58.97 seconds
Software version	pandas-profiling v2.10.0
Download configuration	config.yaml

study_no
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8108
Distinct (%)	16.5%
Missing	0
Missing (%)	0.0%
Memory size	383.7 KiB

1-2088	12
6-0999	11
6-0259	11
3-1171	11
3-0721	11
Other values (8103)	49046

Length

Max length	7
Median length	6
Mean length	6.171764898
Min length	5

Characters and Unicode

Total characters	303046
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	< 0.1%

Sample

1st row	1-0001
2nd row	1-0001
3rd row	1-0001
4th row	1-0001
5th row	1-0001

Value	Count	Frequency (%)
1-2088	12	< 0.1%
6-0999	11	< 0.1%
6-0259	11	< 0.1%
3-1171	11	< 0.1%
3-0721	11	< 0.1%
6-0205	10	< 0.1%
4-0394	10	< 0.1%
6-0148	10	< 0.1%
3-0535	10	< 0.1%
3-0933	10	< 0.1%
Other values (8098)	48996	99.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
1-2088	12	< 0.1%
6-0999	11	< 0.1%
6-0259	11	< 0.1%
3-1171	11	< 0.1%
3-0721	11	< 0.1%
6-0205	10	< 0.1%
4-0394	10	< 0.1%
6-0148	10	< 0.1%
3-0535	10	< 0.1%
3-0933	10	< 0.1%
Other values (8098)	48996	99.8%

Most occurring characters

Value	Count	Frequency (%)
0	53051	17.5%
-	49102	16.2%
1	48697	16.1%
6	25556	8.4%
3	25290	8.3%
2	23407	7.7%
4	21741	7.2%
5	17441	5.8%
7	13240	4.4%
8	12941	4.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	253944	83.8%
Dash Punctuation	49102	16.2%

Most frequent character per category

Value	Count	Frequency (%)
0	53051	20.9%
1	48697	19.2%
6	25556	10.1%
3	25290	10.0%
2	23407	9.2%
4	21741	8.6%
5	17441	6.9%
7	13240	5.2%
8	12941	5.1%
9	12580	5.0%

Value	Count	Frequency (%)
-	49102	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	303046	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	53051	17.5%
-	49102	16.2%
1	48697	16.1%
6	25556	8.4%
3	25290	8.3%
2	23407	7.7%
4	21741	7.2%
5	17441	5.8%
7	13240	4.4%
8	12941	4.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	303046	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	53051	17.5%
-	49102	16.2%
1	48697	16.1%
6	25556	8.4%
3	25290	8.3%
2	23407	7.7%
4	21741	7.2%
5	17441	5.8%
7	13240	4.4%
8	12941	4.3%

date
Date

Distinct	1488
Distinct (%)	3.0%
Missing	1
Missing (%)	< 0.1%
Memory size	383.7 KiB

Minimum	2010-10-17 00:00:00
Maximum	2019-04-13 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

abdominal_pain
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Memory size	383.7 KiB

False	45153
True	3941
(Missing)	8

Common Values
Chart

Value	Count	Frequency (%)
False	45153	92.0%
True	3941	8.0%
(Missing)	8	< 0.1%

abdominal_tenderness
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	41002
Missing (%)	83.5%
Memory size	383.7 KiB

False	7963
True	137
(Missing)	41002

Common Values
Chart

Value	Count	Frequency (%)
False	7963	16.2%
True	137	0.3%
(Missing)	41002	83.5%

age
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	16
Distinct (%)	< 0.1%
Missing	63
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	6.492913803
Minimum	0
Maximum	15
Zeros	23
Zeros (%)	< 0.1%
Memory size	383.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	6
Q3	9
95-th percentile	13
Maximum	15
Range	15
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.652470081
Coefficient of variation (CV)	0.5625317372
Kurtosis	-0.814106663
Mean	6.492913803
Median Absolute Deviation (MAD)	3
Skewness	0.3538625918
Sum	318406
Variance	13.3405377
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
5	4880	9.9%
4	4752	9.7%
3	4613	9.4%
2	4365	8.9%
7	4285	8.7%
6	4062	8.3%
8	3932	8.0%
9	3542	7.2%
1	3393	6.9%
10	3059	6.2%
Other values (6)	8156	16.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	23	< 0.1%
1	3393	6.9%
2	4365	8.9%
3	4613	9.4%
4	4752	9.7%

Value	Count	Frequency (%)
15	470	1.0%
14	1311	2.7%
13	1721	3.5%
12	2027	4.1%
11	2604	5.3%

agitated
Boolean

MISSING

Distinct	2
Distinct (%)	33.3%
Missing	49096
Missing (%)	> 99.9%
Memory size	383.7 KiB

False	4
True	2
(Missing)	49096

Common Values
Chart

Value	Count	Frequency (%)
False	4	< 0.1%
True	2	< 0.1%
(Missing)	49096	> 99.9%

albumin
Real number (ℝ_≥0)

MISSING

Distinct	212
Distinct (%)	2.6%
Missing	41020
Missing (%)	83.5%
Infinite	0
Infinite (%)	0.0%

Mean	44.07483296
Minimum	14.8
Maximum	55.1
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	14.8
5-th percentile	39
Q1	42.1
median	44.1
Q3	46.1
95-th percentile	49.1
Maximum	55.1
Range	40.3
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.123851523
Coefficient of variation (CV)	0.07087608309
Kurtosis	1.522828316
Mean	44.07483296
Median Absolute Deviation (MAD)	2
Skewness	-0.2377124208
Sum	356212.8
Variance	9.758448339
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44.7	139	0.3%
44.1	134	0.3%
43	120	0.2%
44	118	0.2%
45.3	116	0.2%
44.4	115	0.2%
44.9	114	0.2%
43.8	112	0.2%
43.3	111	0.2%
44.5	110	0.2%
Other values (202)	6893	14.0%
(Missing)	41020	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14.8	1	< 0.1%
27.1	1	< 0.1%
29.3	1	< 0.1%
29.6	1	< 0.1%
30	1	< 0.1%

Value	Count	Frequency (%)
55.1	1	< 0.1%
55	1	< 0.1%
54.7	1	< 0.1%
54.5	2	< 0.1%
53.8	2	< 0.1%

alt
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct	201
Distinct (%)	2.5%
Missing	41020
Missing (%)	83.5%
Infinite	0
Infinite (%)	0.0%

Mean	24.14486513
Minimum	1
Maximum	4827
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	13
median	17
Q3	23
95-th percentile	54
Maximum	4827
Range	4826
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	62.66078558
Coefficient of variation (CV)	2.595201308
Kurtosis	4329.699993
Mean	24.14486513
Median Absolute Deviation (MAD)	5
Skewness	58.52623694
Sum	195138.8
Variance	3926.374049
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	561	1.1%
14	548	1.1%
15	540	1.1%
17	501	1.0%
12	499	1.0%
13	498	1.0%
18	429	0.9%
19	379	0.8%
11	354	0.7%
20	289	0.6%
Other values (191)	3484	7.1%
(Missing)	41020	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	5	< 0.1%
3	14	< 0.1%
4	12	< 0.1%
5	30	0.1%

Value	Count	Frequency (%)
4827	1	< 0.1%
1639	1	< 0.1%
594	1	< 0.1%
568	1	< 0.1%
451	1	< 0.1%

anorexia
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	48.1 KiB

False	48753
True	349

Common Values
Chart

Value	Count	Frequency (%)
False	48753	99.3%
True	349	0.7%

ascites
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	38935
Missing (%)	79.3%
Memory size	383.7 KiB

False	9998
True	169
(Missing)	38935

Common Values
Chart

Value	Count	Frequency (%)
False	9998	20.4%
True	169	0.3%
(Missing)	38935	79.3%

ast
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct	246
Distinct (%)	3.0%
Missing	41020
Missing (%)	83.5%
Infinite	0
Infinite (%)	0.0%

Mean	50.18431081
Minimum	9
Maximum	2529
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	9
5-th percentile	27
Q1	36
median	43
Q3	53
95-th percentile	86
Maximum	2529
Range	2520
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	54.23689926
Coefficient of variation (CV)	1.080754092
Kurtosis	1116.669763
Mean	50.18431081
Median Absolute Deviation (MAD)	8
Skewness	27.71801641
Sum	405589.6
Variance	2941.641241
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	298	0.6%
41	295	0.6%
42	289	0.6%
36	286	0.6%
44	280	0.6%
40	270	0.5%
37	261	0.5%
43	257	0.5%
45	256	0.5%
35	256	0.5%
Other values (236)	5334	10.9%
(Missing)	41020	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	1	< 0.1%
11	1	< 0.1%
13	2	< 0.1%
14	1	< 0.1%
15	3	< 0.1%

Value	Count	Frequency (%)
2529	1	< 0.1%
2414	1	< 0.1%
1740	1	< 0.1%
790	1	< 0.1%
753	1	< 0.1%

bleeding
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	20543
Missing (%)	41.8%
Memory size	383.7 KiB

False	27440
True	1119
(Missing)	20543

Common Values
Chart

Value	Count	Frequency (%)
False	27440	55.9%
True	1119	2.3%
(Missing)	20543	41.8%

bleeding_gi
Boolean

MISSING

Distinct	2
Distinct (%)	1.1%
Missing	48919
Missing (%)	99.6%
Memory size	383.7 KiB

True	134
False	49
(Missing)	48919

Common Values
Chart

Value	Count	Frequency (%)
True	134	0.3%
False	49	0.1%
(Missing)	48919	99.6%

bleeding_gum
Boolean

MISSING

Distinct	2
Distinct (%)	1.1%
Missing	48919
Missing (%)	99.6%
Memory size	383.7 KiB

False	152
True	31
(Missing)	48919

Common Values
Chart

Value	Count	Frequency (%)
False	152	0.3%
True	31	0.1%
(Missing)	48919	99.6%

bleeding_mucosal
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Memory size	383.7 KiB

False	47978
True	1116
(Missing)	8

Common Values
Chart

Value	Count	Frequency (%)
False	47978	97.7%
True	1116	2.3%
(Missing)	8	< 0.1%

bleeding_nose
Boolean

MISSING

Distinct	2
Distinct (%)	1.1%
Missing	48919
Missing (%)	99.6%
Memory size	383.7 KiB

False	127
True	56
(Missing)	48919

Common Values
Chart

Value	Count	Frequency (%)
False	127	0.3%
True	56	0.1%
(Missing)	48919	99.6%

bleeding_skin
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Memory size	383.7 KiB

False	46530
True	2564
(Missing)	8

Common Values
Chart

Value	Count	Frequency (%)
False	46530	94.8%
True	2564	5.2%
(Missing)	8	< 0.1%

bleeding_urine
Boolean

MISSING

Distinct	2
Distinct (%)	1.1%
Missing	48919
Missing (%)	99.6%
Memory size	383.7 KiB

False	175
True	8
(Missing)	48919

Common Values
Chart

Value	Count	Frequency (%)
False	175	0.4%
True	8	< 0.1%
(Missing)	48919	99.6%

bleeding_vensite
Boolean

MISSING

Distinct	2
Distinct (%)	1.1%
Missing	48919
Missing (%)	99.6%
Memory size	383.7 KiB

False	160
True	23
(Missing)	48919

Common Values
Chart

Value	Count	Frequency (%)
False	160	0.3%
True	23	< 0.1%
(Missing)	48919	99.6%

body_temperature
Real number (ℝ_≥0)

MISSING

Distinct	83
Distinct (%)	0.3%
Missing	17515
Missing (%)	35.7%
Infinite	0
Infinite (%)	0.0%

Mean	37.38209168
Minimum	27.5
Maximum	41.3
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	27.5
5-th percentile	36.3
Q1	36.8
median	37
Q3	38
95-th percentile	39
Maximum	41.3
Range	13.8
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.905022785
Coefficient of variation (CV)	0.02421006274
Kurtosis	0.9625254408
Mean	37.38209168
Median Absolute Deviation (MAD)	0.5
Skewness	0.8468410394
Sum	1180788.13
Variance	0.8190662415
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	7863	16.0%
36.5	2444	5.0%
36.8	2263	4.6%
38	1824	3.7%
37.5	1500	3.1%
36.7	1261	2.6%
36.9	1064	2.2%
39	1059	2.2%
38.5	1021	2.1%
36	961	2.0%
Other values (73)	10327	21.0%
(Missing)	17515	35.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27.5	1	< 0.1%
29	1	< 0.1%
34.55	1	< 0.1%
34.7	1	< 0.1%
35	3	< 0.1%

Value	Count	Frequency (%)
41.3	1	< 0.1%
41.1	2	< 0.1%
41	3	< 0.1%
40.9	5	< 0.1%
40.8	4	< 0.1%

breath
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	21567
Missing (%)	43.9%
Memory size	383.7 KiB

False	27526
True	9
(Missing)	21567

Common Values
Chart

Value	Count	Frequency (%)
False	27526	56.1%
True	9	< 0.1%
(Missing)	21567	43.9%

care_type
Categorical

MISSING

Distinct	3
Distinct (%)	0.2%
Missing	47536
Missing (%)	96.8%
Memory size	383.7 KiB

Level 3	1011
Level 2	451
Level 1	104

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	10962
Distinct characters	8
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Level 1
2nd row	Level 3
3rd row	Level 3
4th row	Level 2
5th row	Level 3

Value	Count	Frequency (%)
Level 3	1011	2.1%
Level 2	451	0.9%
Level 1	104	0.2%
(Missing)	47536	96.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
level	1566	50.0%
3	1011	32.3%
2	451	14.4%
1	104	3.3%

Most occurring characters

Value	Count	Frequency (%)
e	3132	28.6%
L	1566	14.3%
v	1566	14.3%
l	1566	14.3%
	1566	14.3%
3	1011	9.2%
2	451	4.1%
1	104	0.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	6264	57.1%
Uppercase Letter	1566	14.3%
Space Separator	1566	14.3%
Decimal Number	1566	14.3%

Most frequent character per category

Value	Count	Frequency (%)
e	3132	50.0%
v	1566	25.0%
l	1566	25.0%

Value	Count	Frequency (%)
3	1011	64.6%
2	451	28.8%
1	104	6.6%

Value	Count	Frequency (%)
L	1566	100.0%

Value	Count	Frequency (%)
	1566	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7830	71.4%
Common	3132	28.6%

Most frequent character per script

Value	Count	Frequency (%)
e	3132	40.0%
L	1566	20.0%
v	1566	20.0%
l	1566	20.0%

Value	Count	Frequency (%)
	1566	50.0%
3	1011	32.3%
2	451	14.4%
1	104	3.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10962	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	3132	28.6%
L	1566	14.3%
v	1566	14.3%
l	1566	14.3%
	1566	14.3%
3	1011	9.2%
2	451	4.1%
1	104	0.9%

cns_abnormal
Boolean

MISSING

Distinct	2
Distinct (%)	33.3%
Missing	49096
Missing (%)	> 99.9%
Memory size	383.7 KiB

True	5
False	1
(Missing)	49096

Common Values
Chart

Value	Count	Frequency (%)
True	5	< 0.1%
False	1	< 0.1%
(Missing)	49096	> 99.9%

cns_abnormal_signs
Boolean

MISSING

Distinct	2
Distinct (%)	40.0%
Missing	49097
Missing (%)	> 99.9%
Memory size	383.7 KiB

False	4
True	1
(Missing)	49097

Common Values
Chart

Value	Count	Frequency (%)
False	4	< 0.1%
True	1	< 0.1%
(Missing)	49097	> 99.9%

compression
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	47536
Missing (%)	96.8%
Memory size	383.7 KiB

False	1562
True	4
(Missing)	47536

Common Values
Chart

Value	Count	Frequency (%)
False	1562	3.2%
True	4	< 0.1%
(Missing)	47536	96.8%

conjunctival_injection
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	41002
Missing (%)	83.5%
Memory size	383.7 KiB

False	7276
True	824
(Missing)	41002

Common Values
Chart

Value	Count	Frequency (%)
False	7276	14.8%
True	824	1.7%
(Missing)	41002	83.5%

creatine_kinase
Real number (ℝ_≥0)

MISSING

Distinct	522
Distinct (%)	6.5%
Missing	41020
Missing (%)	83.5%
Infinite	0
Infinite (%)	0.0%

Mean	129.4042316
Minimum	2
Maximum	4677
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	2
5-th percentile	54
Q1	78
median	102
Q3	134
95-th percentile	251
Maximum	4677
Range	4675
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	165.1682439
Coefficient of variation (CV)	1.276374365
Kurtosis	258.2658739
Mean	129.4042316
Median Absolute Deviation (MAD)	27
Skewness	13.08702085
Sum	1045845
Variance	27280.5488
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
112	107	0.2%
92	103	0.2%
94	101	0.2%
88	100	0.2%
78	99	0.2%
91	94	0.2%
97	92	0.2%
77	92	0.2%
100	91	0.2%
81	89	0.2%
Other values (512)	7114	14.5%
(Missing)	41020	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
13	1	< 0.1%
17	1	< 0.1%

Value	Count	Frequency (%)
4677	1	< 0.1%
4234	1	< 0.1%
4188	1	< 0.1%
3841	1	< 0.1%
3461	1	< 0.1%

cryoprecipitate
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	47536
Missing (%)	96.8%
Memory size	383.7 KiB

False	1563
True	3
(Missing)	47536

Common Values
Chart

Value	Count	Frequency (%)
False	1563	3.2%
True	3	< 0.1%
(Missing)	47536	96.8%

crystalloid
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	47536
Missing (%)	96.8%
Memory size	383.7 KiB

False	1553
True	13
(Missing)	47536

Common Values
Chart

Value	Count	Frequency (%)
False	1553	3.2%
True	13	< 0.1%
(Missing)	47536	96.8%

dbp
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	10
Distinct (%)	9.1%
Missing	48992
Missing (%)	99.8%
Infinite	0
Infinite (%)	0.0%

Mean	73.45454545
Minimum	40
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	40
5-th percentile	60
Q1	70
median	75
Q3	80
95-th percentile	90
Maximum	100
Range	60
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	10.50874373
Coefficient of variation (CV)	0.1430645805
Kurtosis	0.2522280296
Mean	73.45454545
Median Absolute Deviation (MAD)	5
Skewness	-0.3243628955
Sum	8080
Variance	110.4336947
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
80	32	0.1%
70	30	0.1%
60	18	< 0.1%
90	11	< 0.1%
75	9	< 0.1%
50	3	< 0.1%
85	3	< 0.1%
65	2	< 0.1%
100	1	< 0.1%
40	1	< 0.1%
(Missing)	48992	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
40	1	< 0.1%
50	3	< 0.1%
60	18	< 0.1%
65	2	< 0.1%
70	30	0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
90	11	< 0.1%
85	3	< 0.1%
80	32	0.1%
75	9	< 0.1%

dehydration
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	47536
Missing (%)	96.8%
Memory size	383.7 KiB

False	1517
True	49
(Missing)	47536

Common Values
Chart

Value	Count	Frequency (%)
False	1517	3.1%
True	49	0.1%
(Missing)	47536	96.8%

diarrhoea
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	13
Missing (%)	< 0.1%
Memory size	383.7 KiB

False	46306
True	2783
(Missing)	13

Common Values
Chart

Value	Count	Frequency (%)
False	46306	94.3%
True	2783	5.7%
(Missing)	13	< 0.1%

ffp
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	47536
Missing (%)	96.8%
Memory size	383.7 KiB

False	1554
True	12
(Missing)	47536

Common Values
Chart

Value	Count	Frequency (%)
False	1554	3.2%
True	12	< 0.1%
(Missing)	47536	96.8%

gcs_eye_movement
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	383.7 KiB

nan	49097
1.0	3
3.0	1
4.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	147306
Distinct characters	7
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	nan
2nd row	nan
3rd row	nan
4th row	nan
5th row	nan

Value	Count	Frequency (%)
nan	49097	> 99.9%
1.0	3	< 0.1%
3.0	1	< 0.1%
4.0	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
nan	49097	> 99.9%
1.0	3	< 0.1%
3.0	1	< 0.1%
4.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	98194	66.7%
a	49097	33.3%
.	5	< 0.1%
0	5	< 0.1%
1	3	< 0.1%
4	1	< 0.1%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	147291	> 99.9%
Decimal Number	10	< 0.1%
Other Punctuation	5	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
0	5	50.0%
1	3	30.0%
4	1	10.0%
3	1	10.0%

Value	Count	Frequency (%)
n	98194	66.7%
a	49097	33.3%

Value	Count	Frequency (%)
.	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	147291	> 99.9%
Common	15	< 0.1%

Most frequent character per script

Value	Count	Frequency (%)
.	5	33.3%
0	5	33.3%
1	3	20.0%
4	1	6.7%
3	1	6.7%

Value	Count	Frequency (%)
n	98194	66.7%
a	49097	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	147306	100.0%

Most frequent character per block

Value	Count	Frequency (%)
n	98194	66.7%
a	49097	33.3%
.	5	< 0.1%
0	5	< 0.1%
1	3	< 0.1%
4	1	< 0.1%
3	1	< 0.1%

gcs_motor_response
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	383.7 KiB

nan	49097
1.0	2
2.0	1
5.0	1
4.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	147306
Distinct characters	8
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	nan
2nd row	nan
3rd row	nan
4th row	nan
5th row	nan

Value	Count	Frequency (%)
nan	49097	> 99.9%
1.0	2	< 0.1%
2.0	1	< 0.1%
5.0	1	< 0.1%
4.0	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
nan	49097	> 99.9%
1.0	2	< 0.1%
2.0	1	< 0.1%
5.0	1	< 0.1%
4.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	98194	66.7%
a	49097	33.3%
.	5	< 0.1%
0	5	< 0.1%
1	2	< 0.1%
2	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	147291	> 99.9%
Decimal Number	10	< 0.1%
Other Punctuation	5	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
0	5	50.0%
1	2	20.0%
2	1	10.0%
4	1	10.0%
5	1	10.0%

Value	Count	Frequency (%)
n	98194	66.7%
a	49097	33.3%

Value	Count	Frequency (%)
.	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	147291	> 99.9%
Common	15	< 0.1%

Most frequent character per script

Value	Count	Frequency (%)
.	5	33.3%
0	5	33.3%
1	2	13.3%
2	1	6.7%
4	1	6.7%
5	1	6.7%

Value	Count	Frequency (%)
n	98194	66.7%
a	49097	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	147306	100.0%

Most frequent character per block

Value	Count	Frequency (%)
n	98194	66.7%
a	49097	33.3%
.	5	< 0.1%
0	5	< 0.1%
1	2	< 0.1%
2	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

gcs_verbal_response
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	383.7 KiB

nan	49097
1.0	3
5.0	1
4.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	147306
Distinct characters	7
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	nan
2nd row	nan
3rd row	nan
4th row	nan
5th row	nan

Value	Count	Frequency (%)
nan	49097	> 99.9%
1.0	3	< 0.1%
5.0	1	< 0.1%
4.0	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
nan	49097	> 99.9%
1.0	3	< 0.1%
5.0	1	< 0.1%
4.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	98194	66.7%
a	49097	33.3%
.	5	< 0.1%
0	5	< 0.1%
1	3	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	147291	> 99.9%
Decimal Number	10	< 0.1%
Other Punctuation	5	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
0	5	50.0%
1	3	30.0%
4	1	10.0%
5	1	10.0%

Value	Count	Frequency (%)
n	98194	66.7%
a	49097	33.3%

Value	Count	Frequency (%)
.	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	147291	> 99.9%
Common	15	< 0.1%

Most frequent character per script

Value	Count	Frequency (%)
.	5	33.3%
0	5	33.3%
1	3	20.0%
4	1	6.7%
5	1	6.7%

Value	Count	Frequency (%)
n	98194	66.7%
a	49097	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	147306	100.0%

Most frequent character per block

Value	Count	Frequency (%)
n	98194	66.7%
a	49097	33.3%
.	5	< 0.1%
0	5	< 0.1%
1	3	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Memory size	383.7 KiB

Male	27628
Female	21466

Length

Max length	6
Median length	4
Mean length	4.874485681
Min length	4

Characters and Unicode

Total characters	239308
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Male
3rd row	Male
4th row	Male
5th row	Male

Value	Count	Frequency (%)
Male	27628	56.3%
Female	21466	43.7%
(Missing)	8	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
male	27628	56.3%
female	21466	43.7%

Most occurring characters

Value	Count	Frequency (%)
e	70560	29.5%
a	49094	20.5%
l	49094	20.5%
M	27628	11.5%
F	21466	9.0%
m	21466	9.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	190214	79.5%
Uppercase Letter	49094	20.5%

Most frequent character per category

Value	Count	Frequency (%)
e	70560	37.1%
a	49094	25.8%
l	49094	25.8%
m	21466	11.3%

Value	Count	Frequency (%)
M	27628	56.3%
F	21466	43.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	239308	100.0%

Most frequent character per script

Value	Count	Frequency (%)
e	70560	29.5%
a	49094	20.5%
l	49094	20.5%
M	27628	11.5%
F	21466	9.0%
m	21466	9.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	239308	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	70560	29.5%
a	49094	20.5%
l	49094	20.5%
M	27628	11.5%
F	21466	9.0%
m	21466	9.0%

gum_packing
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	47536
Missing (%)	96.8%
Memory size	383.7 KiB

False	1563
True	3
(Missing)	47536

Common Values
Chart

Value	Count	Frequency (%)
False	1563	3.2%
True	3	< 0.1%
(Missing)	47536	96.8%

haematocrit_high
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	47536
Missing (%)	96.8%
Memory size	383.7 KiB

False	1455
True	111
(Missing)	47536

Common Values
Chart

Value	Count	Frequency (%)
False	1455	3.0%
True	111	0.2%
(Missing)	47536	96.8%

haematocrit_no
Real number (ℝ_≥0)

MISSING

Distinct	32
Distinct (%)	2.0%
Missing	47536
Missing (%)	96.8%
Infinite	0
Infinite (%)	0.0%

Mean	5.861430396
Minimum	1
Maximum	44
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	8
95-th percentile	17
Maximum	44
Range	43
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.647071134
Coefficient of variation (CV)	0.963428848
Kurtosis	4.915606831
Mean	5.861430396
Median Absolute Deviation (MAD)	2
Skewness	1.923294359
Sum	9179
Variance	31.88941239
Monotocity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
1	282	0.6%
2	245	0.5%
3	191	0.4%
4	174	0.4%
5	121	0.2%
6	90	0.2%
7	59	0.1%
9	48	0.1%
8	43	0.1%
10	41	0.1%
Other values (22)	272	0.6%
(Missing)	47536	96.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	282	0.6%
2	245	0.5%
3	191	0.4%
4	174	0.4%
5	121	0.2%

Value	Count	Frequency (%)
44	1	< 0.1%
39	3	< 0.1%
32	1	< 0.1%
30	1	< 0.1%
29	2	< 0.1%

haematocrit_percent
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	251
Distinct (%)	2.6%
Missing	39443
Missing (%)	80.3%
Infinite	0
Infinite (%)	0.0%

Mean	38.44517755
Minimum	12
Maximum	60
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	12
5-th percentile	32.8
Q1	35.9
median	38.1
Q3	40.6
95-th percentile	45
Maximum	60
Range	48
Interquartile range (IQR)	4.7

Descriptive statistics

Standard deviation	3.880491039
Coefficient of variation (CV)	0.1009357034
Kurtosis	1.477325504
Mean	38.44517755
Median Absolute Deviation (MAD)	2.4
Skewness	0.5167785212
Sum	371341.97
Variance	15.0582107
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	242	0.5%
40	237	0.5%
37	197	0.4%
38	196	0.4%
41	195	0.4%
42	164	0.3%
36	155	0.3%
44	154	0.3%
43	138	0.3%
35	137	0.3%
Other values (241)	7844	16.0%
(Missing)	39443	80.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12	1	< 0.1%
20.4	1	< 0.1%
21	1	< 0.1%
22.5	1	< 0.1%
24	1	< 0.1%

Value	Count	Frequency (%)
60	2	< 0.1%
58	1	< 0.1%
57	1	< 0.1%
56	3	< 0.1%
55	7	< 0.1%

height
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	119
Distinct (%)	0.2%
Missing	8
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	119.036868
Minimum	58
Maximum	183
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	58
5-th percentile	82
Q1	101
median	119
Q3	136
95-th percentile	158
Maximum	183
Range	125
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	23.08161849
Coefficient of variation (CV)	0.1939031064
Kurtosis	-0.7271770209
Mean	119.036868
Median Absolute Deviation (MAD)	17
Skewness	0.04517110513
Sum	5843996
Variance	532.7611119
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120	1142	2.3%
115	1089	2.2%
110	1006	2.0%
140	965	2.0%
125	918	1.9%
130	892	1.8%
118	843	1.7%
128	831	1.7%
135	827	1.7%
132	793	1.6%
Other values (109)	39788	81.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
58	6	< 0.1%
60	12	< 0.1%
61	11	< 0.1%
62	4	< 0.1%
63	13	< 0.1%

Value	Count	Frequency (%)
183	6	< 0.1%
179	6	< 0.1%
176	14	< 0.1%
175	16	< 0.1%
174	39	0.1%

hepatomegaly
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	41002
Missing (%)	83.5%
Memory size	383.7 KiB

False	8082
True	18
(Missing)	41002

Common Values
Chart

Value	Count	Frequency (%)
False	8082	16.5%
True	18	< 0.1%
(Missing)	41002	83.5%

icd_code
Categorical

HIGH CARDINALITY
MISSING

Distinct	124
Distinct (%)	3.5%
Missing	45601
Missing (%)	92.9%
Memory size	383.7 KiB

A91A	1350
A91B	342
A91.A	251
B34	189
J02	157
Other values (119)	1212

Length

Max length	13
Median length	4
Mean length	4.000571265
Min length	3

Characters and Unicode

Total characters	14006
Distinct characters	26
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	17 ?
Unique (%)	0.5%

Sample

1st row	A913
2nd row	J02
3rd row	J02
4th row	J02
5th row	A912

Value	Count	Frequency (%)
A91A	1350	2.7%
A91B	342	0.7%
A91.A	251	0.5%
B34	189	0.4%
J02	157	0.3%
B349	136	0.3%
A91C	123	0.3%
A912	103	0.2%
A91C1	63	0.1%
J06	48	0.1%
Other values (114)	739	1.5%
(Missing)	45601	92.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
a91a	1350	38.5%
a91b	342	9.8%
a91.a	251	7.2%
b34	189	5.4%
j02	157	4.5%
b349	136	3.9%
a91c	123	3.5%
a912	103	2.9%
a91c1	65	1.9%
j06	48	1.4%
Other values (115)	741	21.1%

Most occurring characters

Value	Count	Frequency (%)
A	4135	29.5%
9	2891	20.6%
1	2681	19.1%
B	818	5.8%
0	588	4.2%
3	516	3.7%
.	485	3.5%
4	467	3.3%
J	453	3.2%
2	434	3.1%
Other values (16)	538	3.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7802	55.7%
Uppercase Letter	5712	40.8%
Other Punctuation	488	3.5%
Space Separator	4	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
A	4135	72.4%
B	818	14.3%
J	453	7.9%
C	232	4.1%
K	18	0.3%
N	13	0.2%
D	11	0.2%
L	10	0.2%
M	6	0.1%
R	6	0.1%
Other values (3)	10	0.2%

Value	Count	Frequency (%)
9	2891	37.1%
1	2681	34.4%
0	588	7.5%
3	516	6.6%
4	467	6.0%
2	434	5.6%
8	76	1.0%
6	75	1.0%
5	50	0.6%
7	24	0.3%

Value	Count	Frequency (%)
.	485	99.4%
,	3	0.6%

Value	Count	Frequency (%)
	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	8294	59.2%
Latin	5712	40.8%

Most frequent character per script

Value	Count	Frequency (%)
A	4135	72.4%
B	818	14.3%
J	453	7.9%
C	232	4.1%
K	18	0.3%
N	13	0.2%
D	11	0.2%
L	10	0.2%
M	6	0.1%
R	6	0.1%
Other values (3)	10	0.2%

Value	Count	Frequency (%)
9	2891	34.9%
1	2681	32.3%
0	588	7.1%
3	516	6.2%
.	485	5.8%
4	467	5.6%
2	434	5.2%
8	76	0.9%
6	75	0.9%
5	50	0.6%
Other values (3)	31	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14006	100.0%

Most frequent character per block

Value	Count	Frequency (%)
A	4135	29.5%
9	2891	20.6%
1	2681	19.1%
B	818	5.8%
0	588	4.2%
3	516	3.7%
.	485	3.5%
4	467	3.3%
J	453	3.2%
2	434	3.1%
Other values (16)	538	3.8%

igg
Real number (ℝ)

MISSING

Distinct	1779
Distinct (%)	43.8%
Missing	45041
Missing (%)	91.7%
Infinite	0
Infinite (%)	0.0%

Mean	9.919446726
Minimum	-2.6
Maximum	149.31
Zeros	9
Zeros (%)	< 0.1%
Memory size	383.7 KiB

Quantile statistics

Minimum	-2.6
5-th percentile	-0.08
Q1	0.74
median	2.19
Q3	8.82
95-th percentile	54.97
Maximum	149.31
Range	151.91
Interquartile range (IQR)	8.08

Descriptive statistics

Standard deviation	18.47542777
Coefficient of variation (CV)	1.862546197
Kurtosis	10.14407429
Mean	9.919446726
Median Absolute Deviation (MAD)	1.928181818
Skewness	2.982546161
Sum	40282.87315
Variance	341.3414314
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.18	19	< 0.1%
0.49	18	< 0.1%
1.08	17	< 0.1%
0.99	17	< 0.1%
0.1	16	< 0.1%
0.38	15	< 0.1%
0.61	15	< 0.1%
0.44	15	< 0.1%
0.51	15	< 0.1%
1	15	< 0.1%
Other values (1769)	3899	7.9%
(Missing)	45041	91.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.6	1	< 0.1%
-2.42	1	< 0.1%
-2.26	1	< 0.1%
-2.23	1	< 0.1%
-2.17	1	< 0.1%

Value	Count	Frequency (%)
149.31	1	< 0.1%
142.1	1	< 0.1%
130.78	1	< 0.1%
129.75	1	< 0.1%
124.78	1	< 0.1%

igg_interpretation
Categorical

MISSING

Distinct	3
Distinct (%)	0.1%
Missing	45041
Missing (%)	91.7%
Memory size	383.7 KiB

Negative	3035
Positive	932
Equivocal	94

Length

Max length	9
Median length	8
Mean length	8.023147008
Min length	8

Characters and Unicode

Total characters	32582
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Negative
2nd row	Positive
3rd row	Negative
4th row	Negative
5th row	Negative

Value	Count	Frequency (%)
Negative	3035	6.2%
Positive	932	1.9%
Equivocal	94	0.2%
(Missing)	45041	91.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
negative	3035	74.7%
positive	932	23.0%
equivocal	94	2.3%

Most occurring characters

Value	Count	Frequency (%)
e	7002	21.5%
i	4993	15.3%
v	4061	12.5%
t	3967	12.2%
a	3129	9.6%
N	3035	9.3%
g	3035	9.3%
o	1026	3.1%
P	932	2.9%
s	932	2.9%
Other values (5)	470	1.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	28521	87.5%
Uppercase Letter	4061	12.5%

Most frequent character per category

Value	Count	Frequency (%)
e	7002	24.6%
i	4993	17.5%
v	4061	14.2%
t	3967	13.9%
a	3129	11.0%
g	3035	10.6%
o	1026	3.6%
s	932	3.3%
q	94	0.3%
u	94	0.3%
Other values (2)	188	0.7%

Value	Count	Frequency (%)
N	3035	74.7%
P	932	23.0%
E	94	2.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	32582	100.0%

Most frequent character per script

Value	Count	Frequency (%)
e	7002	21.5%
i	4993	15.3%
v	4061	12.5%
t	3967	12.2%
a	3129	9.6%
N	3035	9.3%
g	3035	9.3%
o	1026	3.1%
P	932	2.9%
s	932	2.9%
Other values (5)	470	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32582	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	7002	21.5%
i	4993	15.3%
v	4061	12.5%
t	3967	12.2%
a	3129	9.6%
N	3035	9.3%
g	3035	9.3%
o	1026	3.1%
P	932	2.9%
s	932	2.9%
Other values (5)	470	1.4%

igm
Real number (ℝ)

MISSING

Distinct	2003
Distinct (%)	49.3%
Missing	45041
Missing (%)	91.7%
Infinite	0
Infinite (%)	0.0%

Mean	11.13357609
Minimum	-3.66
Maximum	400.45
Zeros	1
Zeros (%)	< 0.1%
Memory size	383.7 KiB

Quantile statistics

Minimum	-3.66
5-th percentile	0.19
Q1	1.68
median	3.52
Q3	12.65
95-th percentile	47.96
Maximum	400.45
Range	404.11
Interquartile range (IQR)	10.97

Descriptive statistics

Standard deviation	21.89616817
Coefficient of variation (CV)	1.966678811
Kurtosis	94.1029252
Mean	11.13357609
Median Absolute Deviation (MAD)	2.45
Skewness	7.438908275
Sum	45213.45248
Variance	479.4421807
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.57	17	< 0.1%
1.55	17	< 0.1%
1.63	15	< 0.1%
1.51	15	< 0.1%
1.85	14	< 0.1%
1.66	13	< 0.1%
1.68	12	< 0.1%
1.01	12	< 0.1%
2	12	< 0.1%
1.61	12	< 0.1%
Other values (1993)	3922	8.0%
(Missing)	45041	91.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.66	1	< 0.1%
-3.58	1	< 0.1%
-3.56	1	< 0.1%
-3.44	1	< 0.1%
-3.38	1	< 0.1%

Value	Count	Frequency (%)
400.45	1	< 0.1%
350.26	1	< 0.1%
341.48	1	< 0.1%
328.71	1	< 0.1%
313.35	1	< 0.1%

igm_interpretation
Categorical

MISSING

Distinct	3
Distinct (%)	0.1%
Missing	45041
Missing (%)	91.7%
Memory size	383.7 KiB

Negative	2841
Positive	1085
Equivocal	135

Length

Max length	9
Median length	8
Mean length	8.033243044
Min length	8

Characters and Unicode

Total characters	32623
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Negative
2nd row	Positive
3rd row	Negative
4th row	Negative
5th row	Negative

Value	Count	Frequency (%)
Negative	2841	5.8%
Positive	1085	2.2%
Equivocal	135	0.3%
(Missing)	45041	91.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
negative	2841	70.0%
positive	1085	26.7%
equivocal	135	3.3%

Most occurring characters

Value	Count	Frequency (%)
e	6767	20.7%
i	5146	15.8%
v	4061	12.4%
t	3926	12.0%
a	2976	9.1%
N	2841	8.7%
g	2841	8.7%
o	1220	3.7%
P	1085	3.3%
s	1085	3.3%
Other values (5)	675	2.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	28562	87.6%
Uppercase Letter	4061	12.4%

Most frequent character per category

Value	Count	Frequency (%)
e	6767	23.7%
i	5146	18.0%
v	4061	14.2%
t	3926	13.7%
a	2976	10.4%
g	2841	9.9%
o	1220	4.3%
s	1085	3.8%
q	135	0.5%
u	135	0.5%
Other values (2)	270	0.9%

Value	Count	Frequency (%)
N	2841	70.0%
P	1085	26.7%
E	135	3.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	32623	100.0%

Most frequent character per script

Value	Count	Frequency (%)
e	6767	20.7%
i	5146	15.8%
v	4061	12.4%
t	3926	12.0%
a	2976	9.1%
N	2841	8.7%
g	2841	8.7%
o	1220	3.7%
P	1085	3.3%
s	1085	3.3%
Other values (5)	675	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32623	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	6767	20.7%
i	5146	15.8%
v	4061	12.4%
t	3926	12.0%
a	2976	9.1%
N	2841	8.7%
g	2841	8.7%
o	1220	3.7%
P	1085	3.3%
s	1085	3.3%
Other values (5)	675	2.1%

jaundice
Boolean

MISSING

Distinct	2
Distinct (%)	2.0%
Missing	49000
Missing (%)	99.8%
Memory size	383.7 KiB

False	87
True	15
(Missing)	49000

Common Values
Chart

Value	Count	Frequency (%)
False	87	0.2%
True	15	< 0.1%
(Missing)	49000	99.8%

lethargy
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	21567
Missing (%)	43.9%
Memory size	383.7 KiB

False	26891
True	644
(Missing)	21567

Common Values
Chart

Value	Count	Frequency (%)
False	26891	54.8%
True	644	1.3%
(Missing)	21567	43.9%

liver_acute
Boolean

MISSING

Distinct	2
Distinct (%)	13.3%
Missing	49087
Missing (%)	> 99.9%
Memory size	383.7 KiB

True	10
False	5
(Missing)	49087

Common Values
Chart

Value	Count	Frequency (%)
True	10	< 0.1%
False	5	< 0.1%
(Missing)	49087	> 99.9%

lymphocytes
Real number (ℝ_≥0)

MISSING

Distinct	1089
Distinct (%)	13.5%
Missing	41006
Missing (%)	83.5%
Infinite	0
Infinite (%)	0.0%

Mean	2.172581176
Minimum	0.016
Maximum	12.6
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	0.016
5-th percentile	0.6
Q1	1.1
median	1.79
Q3	2.8
95-th percentile	5.09
Maximum	12.6
Range	12.584
Interquartile range (IQR)	1.7

Descriptive statistics

Standard deviation	1.489704661
Coefficient of variation (CV)	0.6856842345
Kurtosis	4.635377087
Mean	2.172581176
Median Absolute Deviation (MAD)	0.79
Skewness	1.751792601
Sum	17589.2172
Variance	2.219219976
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2	138	0.3%
1.3	136	0.3%
1	126	0.3%
1.7	125	0.3%
0.9	124	0.3%
1.4	122	0.2%
1.1	118	0.2%
1.5	118	0.2%
1.8	116	0.2%
0.8	106	0.2%
Other values (1079)	6867	14.0%
(Missing)	41006	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.016	1	< 0.1%
0.04	1	< 0.1%
0.048	2	< 0.1%
0.053	1	< 0.1%
0.058	1	< 0.1%

Value	Count	Frequency (%)
12.6	1	< 0.1%
12.46	1	< 0.1%
12.16	1	< 0.1%
11.8	1	< 0.1%
11.12	1	< 0.1%

lymphocytes_percent
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	956
Distinct (%)	11.8%
Missing	41030
Missing (%)	83.6%
Infinite	0
Infinite (%)	0.0%

Mean	27.03719066
Minimum	0.234
Maximum	90.2
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	0.234
5-th percentile	8.2
Q1	16
median	24.5
Q3	35.7
95-th percentile	54.6
Maximum	90.2
Range	89.966
Interquartile range (IQR)	19.7

Descriptive statistics

Standard deviation	14.40317403
Coefficient of variation (CV)	0.5327171086
Kurtosis	0.3687916755
Mean	27.03719066
Median Absolute Deviation (MAD)	9.4
Skewness	0.8148987963
Sum	218244.203
Variance	207.4514222
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.4	37	0.1%
21.8	37	0.1%
21.4	35	0.1%
18.7	34	0.1%
19.9	34	0.1%
20.6	32	0.1%
18	32	0.1%
22.5	32	0.1%
14.5	31	0.1%
16	31	0.1%
Other values (946)	7737	15.8%
(Missing)	41030	83.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.234	1	< 0.1%
0.247	1	< 0.1%
0.617	1	< 0.1%
0.783	1	< 0.1%
0.871	1	< 0.1%

Value	Count	Frequency (%)
90.2	1	< 0.1%
86.9	1	< 0.1%
84.2	1	< 0.1%
83.2	1	< 0.1%
81.5	1	< 0.1%

monocytes
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct	949
Distinct (%)	11.7%
Missing	41006
Missing (%)	83.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.8163214427
Minimum	0.004
Maximum	374
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	0.004
5-th percentile	0.2
Q1	0.41575
median	0.66
Q3	1
95-th percentile	1.6725
Maximum	374
Range	373.996
Interquartile range (IQR)	0.58425

Descriptive statistics

Standard deviation	4.178178711
Coefficient of variation (CV)	5.118300822
Kurtosis	7864.696982
Mean	0.8163214427
Median Absolute Deviation (MAD)	0.26
Skewness	88.04653391
Sum	6608.9384
Variance	17.45717734
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	332	0.7%
0.4	324	0.7%
0.3	296	0.6%
0.6	283	0.6%
0.7	274	0.6%
0.8	222	0.5%
0.9	188	0.4%
0.2	156	0.3%
1	143	0.3%
1.1	127	0.3%
Other values (939)	5751	11.7%
(Missing)	41006	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.004	1	< 0.1%
0.006	1	< 0.1%
0.007	1	< 0.1%
0.008	1	< 0.1%
0.01	2	< 0.1%

Value	Count	Frequency (%)
374	1	< 0.1%
5.8	1	< 0.1%
5.7	1	< 0.1%
5	1	< 0.1%
4.7	1	< 0.1%

monocytes_percent
Real number (ℝ_≥0)

MISSING

Distinct	789
Distinct (%)	9.7%
Missing	41006
Missing (%)	83.5%
Infinite	0
Infinite (%)	0.0%

Mean	9.208251112
Minimum	0.076
Maximum	34.9
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	0.076
5-th percentile	4
Q1	6.5
median	8.54
Q3	11.2
95-th percentile	16.5
Maximum	34.9
Range	34.824
Interquartile range (IQR)	4.7

Descriptive statistics

Standard deviation	4.000307019
Coefficient of variation (CV)	0.4344263607
Kurtosis	2.5578977
Mean	9.208251112
Median Absolute Deviation (MAD)	2.26
Skewness	1.113847843
Sum	74550.001
Variance	16.00245624
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.7	98	0.2%
7.5	96	0.2%
8.1	93	0.2%
8.3	90	0.2%
7	90	0.2%
7.4	89	0.2%
6.3	89	0.2%
7.9	87	0.2%
7.2	87	0.2%
6.9	87	0.2%
Other values (779)	7190	14.6%
(Missing)	41006	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.076	1	< 0.1%
0.106	1	< 0.1%
0.111	1	< 0.1%
0.112	1	< 0.1%
0.124	1	< 0.1%

Value	Count	Frequency (%)
34.9	1	< 0.1%
34.1	1	< 0.1%
33.5	1	< 0.1%
32.1	1	< 0.1%
31.9	1	< 0.1%

movement
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	43502
Missing (%)	88.6%
Memory size	383.7 KiB

False	3385
True	2215
(Missing)	43502

Common Values
Chart

Value	Count	Frequency (%)
False	3385	6.9%
True	2215	4.5%
(Missing)	43502	88.6%

nasal_packing
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	47536
Missing (%)	96.8%
Memory size	383.7 KiB

False	1564
True	2
(Missing)	47536

Common Values
Chart

Value	Count	Frequency (%)
False	1564	3.2%
True	2	< 0.1%
(Missing)	47536	96.8%

neutrophils
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1368
Distinct (%)	16.9%
Missing	41007
Missing (%)	83.5%
Infinite	0
Infinite (%)	0.0%

Mean	5.729247251
Minimum	0.144
Maximum	59
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	0.144
5-th percentile	1.4
Q1	2.87
median	4.75
Q3	7.57
95-th percentile	13.2
Maximum	59
Range	58.856
Interquartile range (IQR)	4.7

Descriptive statistics

Standard deviation	3.975540053
Coefficient of variation (CV)	0.6939026854
Kurtosis	8.321089458
Mean	5.729247251
Median Absolute Deviation (MAD)	2.17
Skewness	1.902344851
Sum	46378.2565
Variance	15.80491871
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.1	57	0.1%
2.7	57	0.1%
2.4	56	0.1%
3.2	53	0.1%
3.3	52	0.1%
2.5	51	0.1%
3.5	48	0.1%
4.3	48	0.1%
2.6	47	0.1%
3.6	47	0.1%
Other values (1358)	7579	15.4%
(Missing)	41007	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.144	1	< 0.1%
0.27	1	< 0.1%
0.35	1	< 0.1%
0.379	1	< 0.1%
0.46	1	< 0.1%

Value	Count	Frequency (%)
59	1	< 0.1%
41	1	< 0.1%
38.43	1	< 0.1%
33.2	1	< 0.1%
31.1	1	< 0.1%

neutrophils_percent
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	761
Distinct (%)	9.4%
Missing	41030
Missing (%)	83.6%
Infinite	0
Infinite (%)	0.0%

Mean	62.51500496
Minimum	5.6
Maximum	94.3
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	5.6
5-th percentile	33.3
Q1	52.8
median	64.3
Q3	74.4
95-th percentile	84.4
Maximum	94.3
Range	88.7
Interquartile range (IQR)	21.6

Descriptive statistics

Standard deviation	15.49205502
Coefficient of variation (CV)	0.2478133855
Kurtosis	-0.1142386743
Mean	62.51500496
Median Absolute Deviation (MAD)	10.7
Skewness	-0.5666227476
Sum	504621.12
Variance	240.0037689
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75.3	33	0.1%
73.8	31	0.1%
69	31	0.1%
63.8	30	0.1%
74.7	29	0.1%
69.5	29	0.1%
77.7	28	0.1%
74.1	28	0.1%
64.6	28	0.1%
70.1	28	0.1%
Other values (751)	7777	15.8%
(Missing)	41030	83.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.6	1	< 0.1%
9.2	1	< 0.1%
9.8	1	< 0.1%
10.3	1	< 0.1%
10.7	1	< 0.1%

Value	Count	Frequency (%)
94.3	1	< 0.1%
93.7	1	< 0.1%
93.3	1	< 0.1%
93.2	1	< 0.1%
93	1	< 0.1%

ns1_platelia_interpretation
Categorical

MISSING

Distinct	3
Distinct (%)	0.1%
Missing	43218
Missing (%)	88.0%
Memory size	383.7 KiB

Negative	5565
Positive	280
Equivocal	39

Length

Max length	9
Median length	8
Mean length	8.006628144
Min length	8

Characters and Unicode

Total characters	47111
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Positive
2nd row	Negative
3rd row	Negative
4th row	Negative
5th row	Negative

Value	Count	Frequency (%)
Negative	5565	11.3%
Positive	280	0.6%
Equivocal	39	0.1%
(Missing)	43218	88.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
negative	5565	94.6%
positive	280	4.8%
equivocal	39	0.7%

Most occurring characters

Value	Count	Frequency (%)
e	11410	24.2%
i	6164	13.1%
v	5884	12.5%
t	5845	12.4%
a	5604	11.9%
N	5565	11.8%
g	5565	11.8%
o	319	0.7%
P	280	0.6%
s	280	0.6%
Other values (5)	195	0.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	41227	87.5%
Uppercase Letter	5884	12.5%

Most frequent character per category

Value	Count	Frequency (%)
e	11410	27.7%
i	6164	15.0%
v	5884	14.3%
t	5845	14.2%
a	5604	13.6%
g	5565	13.5%
o	319	0.8%
s	280	0.7%
q	39	0.1%
u	39	0.1%
Other values (2)	78	0.2%

Value	Count	Frequency (%)
N	5565	94.6%
P	280	4.8%
E	39	0.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	47111	100.0%

Most frequent character per script

Value	Count	Frequency (%)
e	11410	24.2%
i	6164	13.1%
v	5884	12.5%
t	5845	12.4%
a	5604	11.9%
N	5565	11.8%
g	5565	11.8%
o	319	0.7%
P	280	0.6%
s	280	0.6%
Other values (5)	195	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	47111	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	11410	24.2%
i	6164	13.1%
v	5884	12.5%
t	5845	12.4%
a	5604	11.9%
N	5565	11.8%
g	5565	11.8%
o	319	0.7%
P	280	0.6%
s	280	0.6%
Other values (5)	195	0.4%

ns1_trip_control_interpretation
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	41001
Missing (%)	83.5%
Memory size	383.7 KiB

True	8100
False	1
(Missing)	41001

Common Values
Chart

Value	Count	Frequency (%)
True	8100	16.5%
False	1	< 0.1%
(Missing)	41001	83.5%

ns1_trip_test_interpretation
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	41001
Missing (%)	83.5%
Memory size	383.7 KiB

False	6506
True	1595
(Missing)	41001

Common Values
Chart

Value	Count	Frequency (%)
False	6506	13.2%
True	1595	3.2%
(Missing)	41001	83.5%

pcr_dengue_interpretation
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	383.7 KiB

Lab-confirmed Dengue	49101
Not Dengue	1

Length

Max length	20
Median length	20
Mean length	19.99979634
Min length	10

Characters and Unicode

Total characters	982030
Distinct characters	19
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Lab-confirmed Dengue
2nd row	Lab-confirmed Dengue
3rd row	Lab-confirmed Dengue
4th row	Lab-confirmed Dengue
5th row	Lab-confirmed Dengue

Value	Count	Frequency (%)
Lab-confirmed Dengue	49101	> 99.9%
Not Dengue	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
dengue	49102	50.0%
lab-confirmed	49101	50.0%
not	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	147305	15.0%
n	98203	10.0%
o	49102	5.0%
	49102	5.0%
D	49102	5.0%
g	49102	5.0%
u	49102	5.0%
L	49101	5.0%
a	49101	5.0%
b	49101	5.0%
Other values (9)	343709	35.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	785623	80.0%
Uppercase Letter	98204	10.0%
Space Separator	49102	5.0%
Dash Punctuation	49101	5.0%

Most frequent character per category

Value	Count	Frequency (%)
e	147305	18.8%
n	98203	12.5%
o	49102	6.3%
g	49102	6.3%
u	49102	6.3%
a	49101	6.2%
b	49101	6.2%
c	49101	6.2%
f	49101	6.2%
i	49101	6.2%
Other values (4)	147304	18.7%

Value	Count	Frequency (%)
D	49102	50.0%
L	49101	50.0%
N	1	< 0.1%

Value	Count	Frequency (%)
-	49101	100.0%

Value	Count	Frequency (%)
	49102	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	883827	90.0%
Common	98203	10.0%

Most frequent character per script

Value	Count	Frequency (%)
e	147305	16.7%
n	98203	11.1%
o	49102	5.6%
D	49102	5.6%
g	49102	5.6%
u	49102	5.6%
L	49101	5.6%
a	49101	5.6%
b	49101	5.6%
c	49101	5.6%
Other values (7)	245507	27.8%

Value	Count	Frequency (%)
	49102	50.0%
-	49101	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	982030	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	147305	15.0%
n	98203	10.0%
o	49102	5.0%
	49102	5.0%
D	49102	5.0%
g	49102	5.0%
u	49102	5.0%
L	49101	5.0%
a	49101	5.0%
b	49101	5.0%
Other values (9)	343709	35.0%

pcr_dengue_load
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	1825
Distinct (%)	22.5%
Missing	41003
Missing (%)	83.5%
Infinite	0
Infinite (%)	0.0%

Mean	170839081.2
Minimum	0
Maximum	1.68452 × 10¹¹
Zeros	6032
Zeros (%)	12.3%
Memory size	383.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1830.357143
95-th percentile	261904761.9
Maximum	1.68452 × 10¹¹
Range	1.68452 × 10¹¹
Interquartile range (IQR)	1830.357143

Descriptive statistics

Standard deviation	2808985386
Coefficient of variation (CV)	16.44228806
Kurtosis	2097.164447
Mean	170839081.2
Median Absolute Deviation (MAD)	0
Skewness	41.74880205
Sum	1.383625719 × 10¹²
Variance	7.890398897 × 10¹⁸
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6032	12.3%
625000	6	< 0.1%
7500000	4	< 0.1%
625000000	4	< 0.1%
761900000	4	< 0.1%
678600	3	< 0.1%
61904.7619	3	< 0.1%
7916666.667	3	< 0.1%
7380952.381	3	< 0.1%
1035714286	3	< 0.1%
Other values (1815)	2034	4.1%
(Missing)	41003	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6032	12.3%
67.86	1	< 0.1%
78.57142857	1	< 0.1%
85.119	1	< 0.1%
89.88	1	< 0.1%

Value	Count	Frequency (%)
1.68452 × 10¹¹	1	< 0.1%
1.11905 × 10¹¹	1	< 0.1%
9.345238095 × 10¹⁰	1	< 0.1%
6.30952381 × 10¹⁰	1	< 0.1%
4.101190476 × 10¹⁰	1	< 0.1%

pcr_dengue_serotype
Categorical

Distinct	9
Distinct (%)	< 0.1%
Missing	13
Missing (%)	< 0.1%
Memory size	383.7 KiB

<LOD	35776
DENV-1	5430
DENV-4	3690
DENV-2	2835
DENV-3	1269
Other values (4)	89

Length

Max length	13
Median length	4
Mean length	4.555093809
Min length	4

Characters and Unicode

Total characters	223605
Distinct characters	13
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	DENV-2
2nd row	DENV-2
3rd row	DENV-2
4th row	DENV-2
5th row	DENV-2

Value	Count	Frequency (%)
<LOD	35776	72.9%
DENV-1	5430	11.1%
DENV-4	3690	7.5%
DENV-2	2835	5.8%
DENV-3	1269	2.6%
DENV-1,DENV-2	45	0.1%
DENV-1,DENV-4	33	0.1%
DENV-3,DENV-4	6	< 0.1%
DENV-1,DENV-3	5	< 0.1%
(Missing)	13	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
lod	35776	72.9%
denv-1	5430	11.1%
denv-4	3690	7.5%
denv-2	2835	5.8%
denv-3	1269	2.6%
denv-1,denv-2	45	0.1%
denv-1,denv-4	33	0.1%
denv-3,denv-4	6	< 0.1%
denv-1,denv-3	5	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
D	49178	22.0%
<	35776	16.0%
L	35776	16.0%
O	35776	16.0%
E	13402	6.0%
N	13402	6.0%
V	13402	6.0%
-	13402	6.0%
1	5513	2.5%
4	3729	1.7%
Other values (3)	4249	1.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	160936	72.0%
Math Symbol	35776	16.0%
Dash Punctuation	13402	6.0%
Decimal Number	13402	6.0%
Other Punctuation	89	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
D	49178	30.6%
L	35776	22.2%
O	35776	22.2%
E	13402	8.3%
N	13402	8.3%
V	13402	8.3%

Value	Count	Frequency (%)
1	5513	41.1%
4	3729	27.8%
2	2880	21.5%
3	1280	9.6%

Value	Count	Frequency (%)
-	13402	100.0%

Value	Count	Frequency (%)
<	35776	100.0%

Value	Count	Frequency (%)
,	89	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	160936	72.0%
Common	62669	28.0%

Most frequent character per script

Value	Count	Frequency (%)
<	35776	57.1%
-	13402	21.4%
1	5513	8.8%
4	3729	6.0%
2	2880	4.6%
3	1280	2.0%
,	89	0.1%

Value	Count	Frequency (%)
D	49178	30.6%
L	35776	22.2%
O	35776	22.2%
E	13402	8.3%
N	13402	8.3%
V	13402	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	223605	100.0%

Most frequent character per block

Value	Count	Frequency (%)
D	49178	22.0%
<	35776	16.0%
L	35776	16.0%
O	35776	16.0%
E	13402	6.0%
N	13402	6.0%
V	13402	6.0%
-	13402	6.0%
1	5513	2.5%
4	3729	1.7%
Other values (3)	4249	1.9%

platelet_no
Real number (ℝ_≥0)

MISSING

Distinct	14
Distinct (%)	0.9%
Missing	47536
Missing (%)	96.8%
Infinite	0
Infinite (%)	0.0%

Mean	2.517241379
Minimum	1
Maximum	27
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	6
Maximum	27
Range	26
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.807869642
Coefficient of variation (CV)	0.7181947891
Kurtosis	31.42207614
Mean	2.517241379
Median Absolute Deviation (MAD)	1
Skewness	3.533555517
Sum	3942
Variance	3.268392641
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
1	524	1.1%
2	427	0.9%
3	268	0.5%
4	173	0.4%
5	93	0.2%
6	41	0.1%
7	21	< 0.1%
8	8	< 0.1%
9	3	< 0.1%
10	3	< 0.1%
Other values (4)	5	< 0.1%
(Missing)	47536	96.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	524	1.1%
2	427	0.9%
3	268	0.5%
4	173	0.4%
5	93	0.2%

Value	Count	Frequency (%)
27	1	< 0.1%
21	1	< 0.1%
15	2	< 0.1%
11	1	< 0.1%
10	3	< 0.1%

platelets
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	47536
Missing (%)	96.8%
Memory size	383.7 KiB

False	1560
True	6
(Missing)	47536

Common Values
Chart

Value	Count	Frequency (%)
False	1560	3.2%
True	6	< 0.1%
(Missing)	47536	96.8%

pleural_effusion
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	38935
Missing (%)	79.3%
Memory size	383.7 KiB

False	9937
True	230
(Missing)	38935

Common Values
Chart

Value	Count	Frequency (%)
False	9937	20.2%
True	230	0.5%
(Missing)	38935	79.3%

plt
Real number (ℝ_≥0)

MISSING

Distinct	556
Distinct (%)	5.8%
Missing	39443
Missing (%)	80.3%
Infinite	0
Infinite (%)	0.0%

Mean	217.1647686
Minimum	7
Maximum	829
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	7
5-th percentile	75
Q1	160
median	216
Q3	270
95-th percentile	363
Maximum	829
Range	822
Interquartile range (IQR)	110

Descriptive statistics

Standard deviation	87.85996283
Coefficient of variation (CV)	0.4045774248
Kurtosis	1.075836047
Mean	217.1647686
Median Absolute Deviation (MAD)	55
Skewness	0.4047913261
Sum	2097594.5
Variance	7719.373069
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
224	72	0.1%
235	61	0.1%
236	60	0.1%
195	57	0.1%
198	57	0.1%
204	57	0.1%
208	56	0.1%
220	56	0.1%
228	56	0.1%
234	55	0.1%
Other values (546)	9072	18.5%
(Missing)	39443	80.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7	3	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	2	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
829	1	< 0.1%
751	1	< 0.1%
709	1	< 0.1%
691	1	< 0.1%
654	1	< 0.1%

pulse
Real number (ℝ_≥0)

MISSING

Distinct	30
Distinct (%)	26.8%
Missing	48990
Missing (%)	99.8%
Infinite	0
Infinite (%)	0.0%

Mean	114.5714286
Minimum	80
Maximum	165
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	80
5-th percentile	96
Q1	102
median	117
Q3	120
95-th percentile	134.7
Maximum	165
Range	85
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	13.45577627
Coefficient of variation (CV)	0.1174444313
Kurtosis	0.9453342865
Mean	114.5714286
Median Absolute Deviation (MAD)	9
Skewness	0.4083712557
Sum	12832
Variance	181.0579151
Monotocity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
120	31	0.1%
100	19	< 0.1%
110	14	< 0.1%
130	11	< 0.1%
126	3	< 0.1%
106	3	< 0.1%
114	2	< 0.1%
140	2	< 0.1%
90	2	< 0.1%
108	2	< 0.1%
Other values (20)	23	< 0.1%
(Missing)	48990	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
80	1	< 0.1%
90	2	< 0.1%
92	1	< 0.1%
94	1	< 0.1%
96	2	< 0.1%

Value	Count	Frequency (%)
165	1	< 0.1%
145	1	< 0.1%
144	1	< 0.1%
140	2	< 0.1%
138	1	< 0.1%

pulse_status
Categorical

MISSING

Distinct	3
Distinct (%)	2.6%
Missing	48988
Missing (%)	99.8%
Memory size	383.7 KiB

Weak	89
Strong	21
Not done / Not detected	4

Length

Max length	23
Median length	4
Mean length	5.035087719
Min length	4

Characters and Unicode

Total characters	574
Distinct characters	15
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Weak
2nd row	Weak
3rd row	Weak
4th row	Weak
5th row	Weak

Value	Count	Frequency (%)
Weak	89	0.2%
Strong	21	< 0.1%
Not done / Not detected	4	< 0.1%
(Missing)	48988	99.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
weak	89	68.5%
strong	21	16.2%
not	8	6.2%
	4	3.1%
detected	4	3.1%
done	4	3.1%

Most occurring characters

Value	Count	Frequency (%)
e	105	18.3%
W	89	15.5%
a	89	15.5%
k	89	15.5%
t	37	6.4%
o	33	5.7%
n	25	4.4%
S	21	3.7%
r	21	3.7%
g	21	3.7%
Other values (5)	44	7.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	436	76.0%
Uppercase Letter	118	20.6%
Space Separator	16	2.8%
Other Punctuation	4	0.7%

Most frequent character per category

Value	Count	Frequency (%)
e	105	24.1%
a	89	20.4%
k	89	20.4%
t	37	8.5%
o	33	7.6%
n	25	5.7%
r	21	4.8%
g	21	4.8%
d	12	2.8%
c	4	0.9%

Value	Count	Frequency (%)
W	89	75.4%
S	21	17.8%
N	8	6.8%

Value	Count	Frequency (%)
	16	100.0%

Value	Count	Frequency (%)
/	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	554	96.5%
Common	20	3.5%

Most frequent character per script

Value	Count	Frequency (%)
e	105	19.0%
W	89	16.1%
a	89	16.1%
k	89	16.1%
t	37	6.7%
o	33	6.0%
n	25	4.5%
S	21	3.8%
r	21	3.8%
g	21	3.8%
Other values (3)	24	4.3%

Value	Count	Frequency (%)
	16	80.0%
/	4	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	574	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	105	18.3%
W	89	15.5%
a	89	15.5%
k	89	15.5%
t	37	6.4%
o	33	5.7%
n	25	4.4%
S	21	3.7%
r	21	3.7%
g	21	3.7%
Other values (5)	44	7.7%

rbc
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	47536
Missing (%)	96.8%
Memory size	383.7 KiB

False	1559
True	7
(Missing)	47536

Common Values
Chart

Value	Count	Frequency (%)
False	1559	3.2%
True	7	< 0.1%
(Missing)	47536	96.8%

restlessness
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	21567
Missing (%)	43.9%
Memory size	383.7 KiB

False	27529
True	6
(Missing)	21567

Common Values
Chart

Value	Count	Frequency (%)
False	27529	56.1%
True	6	< 0.1%
(Missing)	21567	43.9%

sbp
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	11
Distinct (%)	10.0%
Missing	48992
Missing (%)	99.8%
Infinite	0
Infinite (%)	0.0%

Mean	93.72727273
Minimum	60
Maximum	120
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	60
5-th percentile	80
Q1	90
median	95
Q3	100
95-th percentile	110
Maximum	120
Range	60
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	10.23656792
Coefficient of variation (CV)	0.1092165345
Kurtosis	0.456242554
Mean	93.72727273
Median Absolute Deviation (MAD)	5
Skewness	-0.3346212546
Sum	10310
Variance	104.7873228
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
100	32	0.1%
90	32	0.1%
80	13	< 0.1%
110	11	< 0.1%
95	9	< 0.1%
85	4	< 0.1%
105	3	< 0.1%
75	2	< 0.1%
70	2	< 0.1%
60	1	< 0.1%
(Missing)	48992	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
60	1	< 0.1%
70	2	< 0.1%
75	2	< 0.1%
80	13	< 0.1%
85	4	< 0.1%

Value	Count	Frequency (%)
120	1	< 0.1%
110	11	< 0.1%
105	3	< 0.1%
100	32	0.1%
95	9	< 0.1%

serology_interpretation
Categorical

MISSING

Distinct	3
Distinct (%)	0.1%
Missing	47062
Missing (%)	95.8%
Memory size	383.7 KiB

Inconclusive	992
Probable Secondary	747
Probable primary	301

Length

Max length	18
Median length	16
Mean length	14.7872549
Min length	12

Characters and Unicode

Total characters	30166
Distinct characters	20
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Probable Secondary
2nd row	Inconclusive
3rd row	Inconclusive
4th row	Inconclusive
5th row	Inconclusive

Value	Count	Frequency (%)
Inconclusive	992	2.0%
Probable Secondary	747	1.5%
Probable primary	301	0.6%
(Missing)	47062	95.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
probable	1048	33.9%
inconclusive	992	32.1%
secondary	747	24.2%
primary	301	9.7%

Most occurring characters

Value	Count	Frequency (%)
o	2787	9.2%
e	2787	9.2%
c	2731	9.1%
n	2731	9.1%
r	2397	7.9%
b	2096	6.9%
a	2096	6.9%
l	2040	6.8%
i	1293	4.3%
P	1048	3.5%
Other values (10)	8160	27.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	26331	87.3%
Uppercase Letter	2787	9.2%
Space Separator	1048	3.5%

Most frequent character per category

Value	Count	Frequency (%)
o	2787	10.6%
e	2787	10.6%
c	2731	10.4%
n	2731	10.4%
r	2397	9.1%
b	2096	8.0%
a	2096	8.0%
l	2040	7.7%
i	1293	4.9%
y	1048	4.0%
Other values (6)	4325	16.4%

Value	Count	Frequency (%)
P	1048	37.6%
I	992	35.6%
S	747	26.8%

Value	Count	Frequency (%)
	1048	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	29118	96.5%
Common	1048	3.5%

Most frequent character per script

Value	Count	Frequency (%)
o	2787	9.6%
e	2787	9.6%
c	2731	9.4%
n	2731	9.4%
r	2397	8.2%
b	2096	7.2%
a	2096	7.2%
l	2040	7.0%
i	1293	4.4%
P	1048	3.6%
Other values (9)	7112	24.4%

Value	Count	Frequency (%)
	1048	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30166	100.0%

Most frequent character per block

Value	Count	Frequency (%)
o	2787	9.2%
e	2787	9.2%
c	2731	9.1%
n	2731	9.1%
r	2397	7.9%
b	2096	6.9%
a	2096	6.9%
l	2040	6.8%
i	1293	4.3%
P	1048	3.5%
Other values (10)	8160	27.1%

shock
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	48.1 KiB

False	48311
True	791

Common Values
Chart

Value	Count	Frequency (%)
False	48311	98.4%
True	791	1.6%

shock_multiple
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	48.1 KiB

False	48967
True	135

Common Values
Chart

Value	Count	Frequency (%)
False	48967	99.7%
True	135	0.3%

skin_clammy
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	21567
Missing (%)	43.9%
Memory size	383.7 KiB

False	27483
True	52
(Missing)	21567

Common Values
Chart

Value	Count	Frequency (%)
False	27483	56.0%
True	52	0.1%
(Missing)	21567	43.9%

skin_flush
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Memory size	383.7 KiB

False	40739
True	8355
(Missing)	8

Common Values
Chart

Value	Count	Frequency (%)
False	40739	83.0%
True	8355	17.0%
(Missing)	8	< 0.1%

skin_rash
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Memory size	383.7 KiB

False	48081
True	1013
(Missing)	8

Common Values
Chart

Value	Count	Frequency (%)
False	48081	97.9%
True	1013	2.1%
(Missing)	8	< 0.1%

vomiting
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Memory size	383.7 KiB

False	41711
True	7383
(Missing)	8

Common Values
Chart

Value	Count	Frequency (%)
False	41711	84.9%
True	7383	15.0%
(Missing)	8	< 0.1%

wbc
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1594
Distinct (%)	19.7%
Missing	41006
Missing (%)	83.5%
Infinite	0
Infinite (%)	0.0%

Mean	8.76609585
Minimum	0.85
Maximum	49.58
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	0.85
5-th percentile	3.09
Q1	5.2
median	7.71
Q3	11.2
95-th percentile	18.1025
Maximum	49.58
Range	48.73
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.832291864
Coefficient of variation (CV)	0.5512478926
Kurtosis	3.693048886
Mean	8.76609585
Median Absolute Deviation (MAD)	2.835
Skewness	1.434827463
Sum	70970.312
Variance	23.35104465
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.4	50	0.1%
5	48	0.1%
4.3	46	0.1%
4.7	44	0.1%
8.4	42	0.1%
3.8	40	0.1%
7.2	39	0.1%
5.4	38	0.1%
3.6	38	0.1%
5.7	38	0.1%
Other values (1584)	7673	15.6%
(Missing)	41006	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.85	1	< 0.1%
0.9	1	< 0.1%
1.15	3	< 0.1%
1.23	1	< 0.1%
1.25	1	< 0.1%

Value	Count	Frequency (%)
49.58	1	< 0.1%
45.4	1	< 0.1%
44.7	1	< 0.1%
40	1	< 0.1%
39.96	1	< 0.1%

weight
Real number (ℝ_≥0)

Distinct	279
Distinct (%)	0.6%
Missing	8
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	24.64102131
Minimum	7.2
Maximum	91
Zeros	0
Zeros (%)	0.0%
Memory size	383.7 KiB

Quantile statistics

Minimum	7.2
5-th percentile	11
Q1	15.2
median	21.5
Q3	31
95-th percentile	48
Maximum	91
Range	83.8
Interquartile range (IQR)	15.8

Descriptive statistics

Standard deviation	11.90515506
Coefficient of variation (CV)	0.4831437347
Kurtosis	1.222740622
Mean	24.64102131
Median Absolute Deviation (MAD)	7.5
Skewness	1.135876289
Sum	1209726.3
Variance	141.732717
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	2461	5.0%
15	2153	4.4%
18	1643	3.3%
25	1612	3.3%
13	1578	3.2%
14	1553	3.2%
17	1511	3.1%
30	1508	3.1%
19	1468	3.0%
22	1453	3.0%
Other values (269)	32154	65.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.2	6	< 0.1%
7.3	5	< 0.1%
7.5	10	< 0.1%
7.8	19	< 0.1%
7.9	5	< 0.1%

Value	Count	Frequency (%)
91	4	< 0.1%
84	8	< 0.1%
80	23	< 0.1%
79	5	< 0.1%
78	5	< 0.1%

day_from_enrolment
Real number (ℝ)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	173
Distinct (%)	0.4%
Missing	8
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	2.221289771
Minimum	-4748
Maximum	3290
Zeros	8100
Zeros (%)	16.5%
Memory size	383.7 KiB

Quantile statistics

Minimum	-4748
5-th percentile	-2
Q1	0
median	3
Q3	4
95-th percentile	7
Maximum	3290
Range	8038
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	69.31189094
Coefficient of variation (CV)	31.20344399
Kurtosis	3333.527205
Mean	2.221289771
Median Absolute Deviation (MAD)	2
Skewness	-32.77291566
Sum	109052
Variance	4804.138226
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8100	16.5%
2	7619	15.5%
3	7613	15.5%
4	7450	15.2%
5	4104	8.4%
-2	3748	7.6%
6	2834	5.8%
-1	2602	5.3%
7	1809	3.7%
-3	1324	2.7%
Other values (163)	1891	3.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4748	2	< 0.1%
-4383	5	< 0.1%
-4382	1	< 0.1%
-366	2	< 0.1%
-365	6	< 0.1%

Value	Count	Frequency (%)
3290	2	< 0.1%
2924	1	< 0.1%
2922	2	< 0.1%
2561	1	< 0.1%
2558	1	< 0.1%

day_from_admission
Real number (ℝ)

MISSING
ZEROS

Distinct	201
Distinct (%)	2.0%
Missing	38802
Missing (%)	79.0%
Infinite	0
Infinite (%)	0.0%

Mean	-12.08349515
Minimum	-4387
Maximum	1076
Zeros	1594
Zeros (%)	3.2%
Memory size	383.7 KiB

Quantile statistics

Minimum	-4387
5-th percentile	-3
Q1	0
median	2
Q3	5
95-th percentile	11
Maximum	1076
Range	5463
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	219.0813744
Coefficient of variation (CV)	-18.13062957
Kurtosis	200.9206788
Mean	-12.08349515
Median Absolute Deviation (MAD)	3
Skewness	-13.8126312
Sum	-124460
Variance	47996.64863
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1594	3.2%
4	917	1.9%
3	890	1.8%
2	882	1.8%
5	845	1.7%
1	819	1.7%
-2	705	1.4%
-1	681	1.4%
6	672	1.4%
-3	602	1.2%
Other values (191)	1693	3.4%
(Missing)	38802	79.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4387	1	< 0.1%
-4383	1	< 0.1%
-4382	1	< 0.1%
-3293	1	< 0.1%
-3291	1	< 0.1%

Value	Count	Frequency (%)
1076	1	< 0.1%
1044	1	< 0.1%
969	1	< 0.1%
902	1	< 0.1%
796	1	< 0.1%

day_from_onset
Real number (ℝ)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	202
Distinct (%)	0.4%
Missing	8
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	3.947855135
Minimum	-4747
Maximum	3293
Zeros	8100
Zeros (%)	16.5%
Memory size	383.7 KiB

Quantile statistics

Minimum	-4747
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	9
Maximum	3293
Range	8040
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	69.30661447
Coefficient of variation (CV)	17.55551106
Kurtosis	3333.476607
Mean	3.947855135
Median Absolute Deviation (MAD)	2
Skewness	-32.77232447
Sum	193816
Variance	4803.40681
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8100	16.5%
5	7489	15.3%
4	6443	13.1%
6	6267	12.8%
3	4442	9.0%
2	4301	8.8%
7	4256	8.7%
1	2638	5.4%
8	2486	5.1%
9	1204	2.5%
Other values (192)	1468	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4747	1	< 0.1%
-4746	1	< 0.1%
-4381	4	< 0.1%
-4380	1	< 0.1%
-4379	1	< 0.1%

Value	Count	Frequency (%)
3293	1	< 0.1%
3291	1	< 0.1%
2926	1	< 0.1%
2923	1	< 0.1%
2922	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	study_no	date	abdominal_pain	abdominal_tenderness	age	agitated	albumin	alt	anorexia	ascites	ast	bleeding	bleeding_gi	bleeding_gum	bleeding_mucosal	bleeding_nose	bleeding_skin	bleeding_urine	bleeding_vensite	body_temperature	breath	care_type	cns_abnormal	cns_abnormal_signs	compression	conjunctival_injection	creatine_kinase	cryoprecipitate	crystalloid	dbp	dehydration	diarrhoea	ffp	gcs_eye_movement	gcs_motor_response	gcs_verbal_response	gender	gum_packing	haematocrit_high	haematocrit_no	haematocrit_percent	height	hepatomegaly	icd_code	igg	igg_interpretation	igm	igm_interpretation	jaundice	lethargy	liver_acute	lymphocytes	lymphocytes_percent	monocytes	monocytes_percent	movement	nasal_packing	neutrophils	neutrophils_percent	ns1_platelia_interpretation	ns1_trip_control_interpretation	ns1_trip_test_interpretation	pcr_dengue_interpretation	pcr_dengue_load	pcr_dengue_serotype	platelet_no	platelets	pleural_effusion	plt	pulse	pulse_status	rbc	restlessness	sbp	serology_interpretation	shock	shock_multiple	skin_clammy	skin_flush	skin_rash	vomiting	wbc	weight	day_from_enrolment	day_from_admission	day_from_onset
0	1-0001	2010-10-17	True	NaN	11.0	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	False	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	144.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	DENV-2	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	True	False	NaN	False	False	True	NaN	34.0	-2.0	-3.0	0.0
1	1-0001	2010-10-19	True	False	11.0	NaN	41.7	69.0	False	False	147.0	NaN	NaN	NaN	False	NaN	False	NaN	NaN	36.8	NaN	NaN	NaN	NaN	NaN	False	155.0	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	37.8	144.0	False	NaN	3.00	Negative	7.02	Negative	NaN	NaN	NaN	1.51	28.1	0.31	5.8	NaN	NaN	3.52	65.5	Positive	True	True	Lab-confirmed Dengue	80710000.0	DENV-2	NaN	NaN	False	110.0	NaN	NaN	NaN	NaN	NaN	Probable Secondary	True	False	NaN	False	False	True	5.37	34.0	0.0	-1.0	2.0
2	1-0001	2010-10-20	True	NaN	11.0	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	False	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	144.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	DENV-2	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	True	False	NaN	False	False	True	NaN	34.0	1.0	0.0	3.0
3	1-0001	2010-10-21	False	NaN	11.0	NaN	NaN	NaN	False	False	NaN	False	NaN	NaN	False	NaN	False	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	144.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	DENV-2	NaN	NaN	False	NaN	NaN	NaN	NaN	False	NaN	NaN	True	False	False	False	False	False	NaN	34.0	2.0	1.0	4.0
4	1-0001	2010-10-22	False	NaN	11.0	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	False	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	144.0	NaN	NaN	22.58	Positive	21.40	Positive	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	DENV-2	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	True	False	NaN	False	False	False	NaN	34.0	3.0	2.0	5.0
5	1-0001	2010-10-24	False	NaN	11.0	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	False	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	144.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	DENV-2	NaN	NaN	False	34.0	NaN	NaN	NaN	NaN	NaN	NaN	True	False	NaN	False	False	False	NaN	34.0	5.0	4.0	7.0
6	1-0001	2010-10-25	False	NaN	11.0	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	False	NaN	False	NaN	NaN	NaN	NaN	Level 1	NaN	NaN	False	NaN	NaN	False	False	70.0	False	False	False	NaN	NaN	NaN	Male	False	False	17.0	45.0	144.0	NaN	A913	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	DENV-2	2.0	False	False	NaN	110.0	Weak	False	NaN	90.0	NaN	True	False	NaN	False	False	False	NaN	34.0	6.0	5.0	8.0
7	1-0002	2010-10-17	False	NaN	1.0	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	False	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	68.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	True	False	False	NaN	9.5	-2.0	-2.0	0.0
8	1-0002	2010-10-19	False	False	1.0	NaN	41.8	14.0	False	NaN	48.0	NaN	NaN	NaN	False	NaN	False	NaN	NaN	39.7	NaN	NaN	NaN	NaN	NaN	False	115.0	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	34.3	68.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5.07	39.5	1.28	10.0	NaN	NaN	6.26	48.8	Negative	True	False	Lab-confirmed Dengue	0.0	<LOD	NaN	NaN	NaN	178.0	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	True	False	False	12.82	9.5	0.0	0.0	2.0
9	1-0002	2010-10-21	False	NaN	1.0	NaN	NaN	NaN	False	NaN	NaN	False	NaN	NaN	False	NaN	False	NaN	NaN	37.2	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	68.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	True	False	False	NaN	9.5	2.0	2.0	4.0

Last rows

	study_no	date	abdominal_pain	abdominal_tenderness	age	agitated	albumin	alt	anorexia	ascites	ast	bleeding	bleeding_gi	bleeding_gum	bleeding_mucosal	bleeding_nose	bleeding_skin	bleeding_urine	bleeding_vensite	body_temperature	breath	care_type	cns_abnormal	cns_abnormal_signs	compression	conjunctival_injection	creatine_kinase	cryoprecipitate	crystalloid	dbp	dehydration	diarrhoea	ffp	gcs_eye_movement	gcs_motor_response	gcs_verbal_response	gender	gum_packing	haematocrit_high	haematocrit_no	haematocrit_percent	height	hepatomegaly	icd_code	igg	igg_interpretation	igm	igm_interpretation	jaundice	lethargy	liver_acute	lymphocytes	lymphocytes_percent	monocytes	monocytes_percent	movement	nasal_packing	neutrophils	neutrophils_percent	ns1_platelia_interpretation	ns1_trip_control_interpretation	ns1_trip_test_interpretation	pcr_dengue_interpretation	pcr_dengue_load	pcr_dengue_serotype	platelet_no	platelets	pleural_effusion	plt	pulse	pulse_status	rbc	restlessness	sbp	serology_interpretation	shock	shock_multiple	skin_clammy	skin_flush	skin_rash	vomiting	wbc	weight	day_from_enrolment	day_from_admission	day_from_onset
49092	6-1014	2013-12-11	False	False	15.0	NaN	46.1	26.0	False	NaN	26.0	NaN	NaN	NaN	False	NaN	False	NaN	NaN	36.5	NaN	NaN	NaN	NaN	NaN	False	183.0	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	179.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Negative	True	False	Lab-confirmed Dengue	0.0	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	False	False	False	NaN	67.0	0.0	NaN	1.0
49093	6-1014	2013-12-13	False	NaN	15.0	NaN	NaN	NaN	False	NaN	NaN	False	NaN	NaN	False	NaN	False	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	179.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	False	False	False	NaN	67.0	2.0	NaN	3.0
49094	6-1014	2013-12-14	False	NaN	15.0	NaN	NaN	NaN	False	NaN	NaN	False	NaN	NaN	False	NaN	False	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	179.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	False	False	False	NaN	67.0	3.0	NaN	4.0
49095	6-1014	2013-12-15	False	NaN	15.0	NaN	NaN	NaN	False	NaN	NaN	False	NaN	NaN	False	NaN	False	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	179.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	False	False	False	NaN	67.0	4.0	NaN	5.0
49096	6-1015	2013-12-10	True	NaN	9.0	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	False	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	135.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	False	False	True	NaN	23.0	-2.0	NaN	0.0
49097	6-1015	2013-12-12	True	False	9.0	NaN	45.6	69.0	False	NaN	93.0	NaN	NaN	NaN	False	NaN	False	NaN	NaN	37.4	NaN	NaN	NaN	NaN	NaN	False	85.0	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	42.0	135.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.4	19.2	0.3	3.7	NaN	NaN	5.8	77.1	Negative	True	False	Lab-confirmed Dengue	0.0	<LOD	NaN	NaN	NaN	180.0	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	False	False	True	7.5	23.0	0.0	NaN	2.0
49098	6-1015	2013-12-14	False	NaN	9.0	NaN	NaN	NaN	False	NaN	NaN	False	NaN	NaN	False	NaN	False	NaN	NaN	37.5	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	135.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	False	False	False	NaN	23.0	2.0	NaN	4.0
49099	6-1015	2013-12-15	True	NaN	9.0	NaN	NaN	NaN	False	NaN	NaN	False	NaN	NaN	False	NaN	False	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	135.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	False	False	False	NaN	23.0	3.0	NaN	5.0
49100	6-1015	2013-12-16	False	NaN	9.0	NaN	NaN	NaN	False	NaN	NaN	False	NaN	NaN	False	NaN	False	NaN	NaN	37.3	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	135.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	False	False	False	NaN	23.0	4.0	NaN	6.0
49101	6-1015	2013-12-17	False	NaN	9.0	NaN	NaN	NaN	False	NaN	NaN	False	NaN	NaN	False	NaN	False	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	135.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	False	False	False	NaN	23.0	5.0	NaN	7.0

Overview

Variables

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Most occurring characters

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Most frequent character per script

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Most occurring characters

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Most frequent character per script

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Most occurring characters

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Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

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Most frequent character per category

Most occurring scripts

Most frequent character per script

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Most occurring characters